Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "333" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 89 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 87 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459906 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.558036 | 0.728264 | -1.237212 | -1.309576 | -1.225451 | -0.563650 | 1.547889 | 0.562512 | 0.4888 | 0.5393 | 0.4013 | nan | nan |
| 2459905 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.762794 | 0.775876 | -1.063462 | -1.393451 | -1.807022 | -1.344497 | 1.224654 | 0.152353 | 0.4711 | 0.5278 | 0.4067 | nan | nan |
| 2459904 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.406309 | 0.728282 | -1.118596 | -1.325169 | -1.175038 | -0.942409 | 1.630026 | -0.193788 | 0.4802 | 0.5307 | 0.3999 | nan | nan |
| 2459903 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.313630 | 0.649246 | -1.123741 | -1.475676 | -1.652246 | -1.408807 | 2.083320 | 0.183387 | 0.4883 | 0.5353 | 0.4071 | nan | nan |
| 2459902 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.881996 | 0.718863 | -1.194548 | -1.195240 | -1.588464 | -0.813979 | 0.974414 | 0.525347 | 0.4975 | 0.5389 | 0.3982 | nan | nan |
| 2459901 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.667372 | 0.685188 | -1.068135 | -1.657688 | -1.125160 | -1.032807 | 1.646248 | 0.391180 | 0.5072 | 0.5467 | 0.4029 | nan | nan |
| 2459900 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.089181 | -0.051184 | -1.049647 | -1.638048 | -0.649941 | -0.162879 | 1.025715 | 0.209652 | 0.4419 | 0.4834 | 0.3329 | nan | nan |
| 2459898 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 2.321073 | 0.633224 | -1.158046 | -1.675349 | -1.454584 | -0.370941 | 4.657455 | 0.300216 | 0.5021 | 0.5439 | 0.3992 | nan | nan |
| 2459897 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.394912 | 0.669869 | -1.312588 | -1.484711 | -0.969156 | -0.823809 | 1.085081 | 1.210276 | 0.5031 | 0.5421 | 0.3981 | nan | nan |
| 2459896 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.718816 | 0.123794 | -1.229280 | -1.346863 | -2.009735 | -1.417033 | 0.661282 | 1.280436 | 0.5102 | 0.5489 | 0.4024 | nan | nan |
| 2459895 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.258349 | 0.850583 | -1.405610 | -1.205640 | 0.391572 | -0.782689 | 3.328863 | 0.652875 | 0.5870 | 0.6110 | 0.3306 | nan | nan |
| 2459894 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 3.007664 | 0.961078 | -1.230161 | -1.483734 | -0.434963 | -1.555240 | 1.817664 | 1.498368 | 0.5144 | 0.5459 | 0.3792 | nan | nan |
| 2459893 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.443425 | 0.471727 | -1.197136 | -1.620098 | -1.219771 | -1.182387 | 1.878982 | 0.971862 | 0.5223 | 0.5556 | 0.3859 | nan | nan |
| 2459892 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.429613 | 0.480679 | -1.423419 | -1.654856 | -1.578015 | -1.091273 | 2.319534 | 1.384740 | 0.5237 | 0.5620 | 0.3935 | nan | nan |
| 2459891 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.171341 | 0.678820 | -1.489338 | -1.549460 | -0.564700 | -1.250623 | 2.552862 | 0.527051 | 0.5132 | 0.5495 | 0.3934 | nan | nan |
| 2459890 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.732142 | 0.713750 | -1.488887 | -1.622137 | -0.798871 | -1.294296 | 0.623887 | 0.417105 | 0.5146 | 0.5479 | 0.3891 | nan | nan |
| 2459889 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.808877 | 0.999475 | -1.595635 | -1.566609 | -1.791290 | -1.179028 | 1.607995 | -0.098987 | 0.5267 | 0.5544 | 0.3869 | nan | nan |
| 2459888 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.154553 | 0.580475 | -1.429635 | -1.482740 | -1.238493 | -0.701256 | 0.606701 | 0.348468 | 0.5469 | 0.5842 | 0.3928 | nan | nan |
| 2459887 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.509580 | 0.643245 | -1.353553 | -2.169198 | -1.991329 | -1.032374 | 0.886086 | 1.074878 | 0.5282 | 0.5550 | 0.3946 | nan | nan |
| 2459886 | dish_maintenance | 100.00% | 0.00% | 19.38% | 0.00% | - | - | 2.158854 | 1.205934 | -1.243843 | -1.486685 | 0.223198 | 37.474999 | 1.515750 | -0.118940 | 0.5753 | 0.5217 | 0.3821 | nan | nan |
| 2459885 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.751149 | 3.046334 | 5.022635 | 13.999413 | 1.857985 | 2.881514 | 3.682146 | 2.640259 | 0.5541 | 0.5746 | 0.3805 | nan | nan |
| 2459884 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.565277 | 0.400295 | -1.430055 | -1.498557 | -0.667635 | -1.427619 | 0.795450 | 0.623755 | 0.5318 | 0.5547 | 0.3940 | nan | nan |
| 2459883 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.698343 | 2.430433 | 3.939350 | 12.329893 | 0.629010 | 1.668161 | 3.043695 | 3.527595 | 0.5330 | 0.5623 | 0.3904 | nan | nan |
| 2459882 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.489885 | 4.054913 | 4.512771 | 13.697407 | 1.720660 | 1.610963 | 2.556797 | 2.120604 | 0.5320 | 0.5600 | 0.3827 | nan | nan |
| 2459881 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.578184 | 2.139987 | 4.866610 | 15.992309 | 3.617760 | 6.759337 | 6.132228 | 4.973161 | 0.5897 | 0.6302 | 0.3331 | nan | nan |
| 2459880 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.233564 | 2.589771 | 3.883618 | 12.987235 | 0.678143 | 2.041605 | 1.502418 | 2.105667 | 0.5307 | 0.5619 | 0.3972 | nan | nan |
| 2459879 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.756200 | 0.398620 | -1.045776 | -2.260171 | -1.208088 | -0.661567 | 3.007819 | 0.389747 | 0.5114 | 0.5508 | 0.4152 | nan | nan |
| 2459878 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.798697 | 2.218068 | 5.161746 | 16.438871 | 1.351049 | 2.091436 | 4.613082 | 3.960304 | 0.5205 | 0.5626 | 0.4053 | nan | nan |
| 2459876 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.388220 | 2.644165 | 3.908592 | 10.760333 | 6.634757 | 7.701209 | 3.311090 | 0.264263 | 0.5555 | 0.5634 | 0.3949 | nan | nan |
| 2459875 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.574959 | 2.552919 | 5.381128 | 14.981899 | 2.185118 | 2.423077 | 0.982979 | 0.502521 | 0.5767 | 0.6155 | 0.4199 | nan | nan |
| 2459874 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.873814 | 3.804892 | 2.392434 | 7.123342 | 4.728315 | 3.599046 | 3.944882 | 0.215768 | 0.5550 | 0.5599 | 0.3872 | nan | nan |
| 2459873 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.573315 | 3.042091 | 3.216324 | 9.860950 | 1.131878 | 1.376738 | 1.152302 | 0.532835 | 0.5544 | 0.5568 | 0.3842 | nan | nan |
| 2459872 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.263380 | 2.345930 | 5.090433 | 13.777097 | 4.478874 | 5.360007 | 2.351716 | -0.106941 | 0.5477 | 0.5557 | 0.3958 | nan | nan |
| 2459871 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.982369 | 1.766635 | -0.055648 | 14.644435 | 5.104273 | 3.905559 | 0.792050 | -0.003507 | 0.5431 | 0.5618 | 0.3913 | nan | nan |
| 2459870 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.040975 | 3.262721 | -0.118539 | 10.096990 | 3.618297 | 3.980629 | 8.703384 | 5.189046 | 0.5464 | 0.5687 | 0.3953 | nan | nan |
| 2459869 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.186001 | 1.810595 | -0.227490 | 10.366872 | 4.021876 | 2.873590 | 5.312867 | 2.824617 | 0.5553 | 0.5831 | 0.3972 | nan | nan |
| 2459868 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.683998 | 3.671197 | -0.075784 | 15.960139 | 2.884916 | 5.096820 | 3.345117 | 0.688410 | 0.5290 | 0.5552 | 0.4077 | nan | nan |
| 2459867 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.739857 | 2.490633 | -0.268071 | 11.977313 | 1.717728 | 2.171255 | 2.205406 | -0.050447 | 0.5440 | 0.5641 | 0.4067 | nan | nan |
| 2459866 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.613378 | 2.715564 | -0.103083 | 11.306568 | 2.154465 | 2.983438 | 3.730647 | 2.429664 | 0.5492 | 0.5684 | 0.4012 | nan | nan |
| 2459865 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.185603 | 4.935607 | 1.320811 | 14.736230 | 5.010393 | 4.351718 | 5.073333 | 1.690711 | 0.5339 | 0.5740 | 0.3895 | nan | nan |
| 2459864 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.458485 | 3.821043 | -0.338406 | 7.794076 | 2.623215 | 2.250181 | 4.725615 | 2.623802 | 0.5233 | 0.5570 | 0.4170 | nan | nan |
| 2459863 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.807950 | 1.560559 | -0.762252 | -1.320688 | -0.289019 | -0.495841 | 2.037888 | 0.603927 | 0.5166 | 0.5458 | 0.4058 | nan | nan |
| 2459862 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.471545 | 1.659211 | 0.450727 | 9.737522 | 2.695272 | 2.761604 | 0.688730 | -0.261216 | 0.4928 | 0.5776 | 0.4267 | nan | nan |
| 2459861 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 3.897303 | 0.609785 | -0.580043 | -2.469915 | -0.741886 | -1.514444 | 2.810725 | -0.170691 | 0.5370 | 0.5611 | 0.4221 | nan | nan |
| 2459860 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.966490 | 0.424429 | -0.117109 | 7.920661 | 4.810600 | 3.987412 | 1.307356 | -0.368316 | 0.5515 | 0.5645 | 0.4190 | nan | nan |
| 2459859 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.813050 | 0.106839 | -0.602585 | -2.360899 | -1.064950 | -1.125682 | 0.293851 | 0.303342 | 0.5623 | 0.5720 | 0.4162 | nan | nan |
| 2459858 | dish_maintenance | 0.00% | 11.28% | 0.00% | 0.00% | 100.00% | 0.00% | 3.393991 | 0.188411 | -0.627256 | -2.874156 | -1.391042 | -0.773568 | 1.554590 | 1.232434 | 0.5660 | 0.5760 | 0.4286 | 0.000000 | 0.000000 |
| 2459857 | dish_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.451640 | -0.236770 | 1.153830 | 1.317489 | -0.346523 | -0.890291 | 1.901898 | -1.799134 | 0.0294 | 0.0291 | 0.0006 | nan | nan |
| 2459856 | dish_maintenance | 100.00% | 6.86% | 0.00% | 0.00% | 100.00% | 0.00% | 5.201647 | 1.108567 | 0.119594 | 7.534231 | 1.413406 | 1.362055 | 2.076974 | 0.171593 | 0.5602 | 0.5948 | 0.4118 | 0.000000 | 0.000000 |
| 2459855 | dish_maintenance | 100.00% | 15.33% | 0.00% | 0.00% | 100.00% | 0.00% | 6.277307 | 1.083114 | 0.165407 | 8.280333 | -0.197268 | -0.147976 | 1.753339 | 0.605727 | 0.5099 | 0.5989 | 0.4516 | 0.000000 | 0.000000 |
| 2459854 | dish_maintenance | 100.00% | 10.74% | 0.00% | 0.00% | 100.00% | 0.00% | 7.536678 | 1.291746 | -0.090174 | 7.274552 | 1.541608 | 0.755819 | 4.491229 | 1.794164 | 0.5228 | 0.6379 | 0.4547 | 0.000000 | 0.000000 |
| 2459853 | dish_maintenance | 100.00% | 12.37% | 1.12% | 0.00% | 100.00% | 0.00% | 5.559429 | 0.860111 | -0.080028 | 9.736486 | 2.931453 | 2.483952 | 2.779092 | 1.825083 | 0.5722 | 0.5808 | 0.4359 | 0.000000 | 0.000000 |
| 2459852 | dish_maintenance | 100.00% | 0.54% | 0.00% | 0.00% | 100.00% | 0.00% | 4.653546 | 3.124810 | 0.219011 | 9.403986 | 3.411827 | 4.709931 | 1.603246 | 5.981495 | 0.6086 | 0.6886 | 0.3612 | 0.000000 | 0.000000 |
| 2459851 | dish_maintenance | 100.00% | 10.20% | 0.00% | 0.00% | 100.00% | 0.00% | 4.030140 | 3.569396 | 0.749361 | 10.433029 | 8.325549 | 12.257412 | 5.708977 | 11.160351 | 0.5929 | 0.6381 | 0.3627 | 0.000000 | 0.000000 |
| 2459850 | dish_maintenance | 100.00% | 14.02% | 0.00% | 1.75% | 100.00% | 0.00% | 5.128054 | 1.883238 | 0.343275 | 9.165113 | 2.548827 | 5.424563 | 4.030790 | 5.961941 | 0.5792 | 0.6574 | 0.3705 | 0.000000 | 0.000000 |
| 2459849 | dish_maintenance | 100.00% | 9.71% | 0.00% | 0.00% | 100.00% | 0.00% | 5.769517 | 0.710119 | 1.693858 | 19.363697 | 1.540195 | 1.392605 | 4.022727 | 2.295937 | 0.5805 | 0.6530 | 0.3775 | 0.000000 | 0.000000 |
| 2459848 | dish_maintenance | 100.00% | 17.61% | 0.00% | 0.00% | 100.00% | 0.00% | 6.531659 | 0.853095 | 0.315463 | 13.810246 | 5.261527 | 2.924691 | 0.936320 | 0.222162 | 0.5261 | 0.6520 | 0.4058 | 0.000000 | 0.000000 |
| 2459847 | dish_maintenance | 100.00% | 22.56% | 1.07% | 0.00% | 100.00% | 0.00% | 7.953905 | 1.302094 | 0.286582 | 12.736333 | 8.591623 | 3.464245 | 0.509908 | -0.106221 | 0.5284 | 0.5748 | 0.4426 | 0.000000 | 0.000000 |
| 2459845 | dish_maintenance | 100.00% | 12.16% | 0.00% | 0.00% | 100.00% | 0.00% | 8.002774 | 1.175854 | 0.322537 | 18.841711 | 3.243953 | 2.343396 | 1.064040 | -0.096216 | 0.5383 | 0.6439 | 0.4237 | 0.000000 | 0.000000 |
| 2459844 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 7.050764 | 1.021327 | 56.002381 | 56.233835 | 1.176334 | 3.409620 | 2.433739 | -1.507103 | 0.0291 | 0.0287 | 0.0008 | nan | nan |
| 2459843 | dish_maintenance | 100.00% | 14.85% | 1.20% | 0.00% | 100.00% | 0.00% | 9.934918 | 0.996860 | -0.576926 | 7.719663 | 29.808056 | 3.498198 | 0.280083 | 0.532915 | 0.5355 | 0.6432 | 0.4391 | 0.000000 | 0.000000 |
| 2459842 | dish_maintenance | 100.00% | 3.23% | 0.00% | 0.00% | 100.00% | 0.00% | 4.411310 | -0.364662 | 0.564483 | -3.180530 | -1.505435 | -0.706134 | 0.093529 | 0.238330 | 0.6188 | 0.5812 | 0.2580 | 0.000000 | 0.000000 |
| 2459841 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 7.513656 | 0.906337 | 35.939920 | 36.335867 | 1.814056 | 0.381349 | 3.139701 | 0.020297 | 0.0286 | 0.0281 | 0.0009 | nan | nan |
| 2459840 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 72.541876 | 98.038753 | 6.564700 | 5.767279 | 237.203056 | 277.714230 | 480.120707 | 529.662788 | 0.0957 | 0.0563 | 0.0143 | nan | nan |
| 2459839 | dish_maintenance | 100.00% | - | - | - | - | - | 18.375459 | 22.097368 | 9.700865 | 8.332131 | 86.933196 | 105.779470 | 591.308330 | 737.858765 | nan | nan | nan | nan | nan |
| 2459838 | dish_maintenance | 100.00% | 34.33% | 9.81% | 0.00% | 100.00% | 0.00% | 8.171506 | 0.804850 | -0.511491 | 9.181611 | 9.318512 | 6.383114 | 3.045794 | 0.919247 | 0.4784 | 0.5180 | 0.3808 | 0.000000 | 0.000000 |
| 2459836 | dish_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0387 | 0.0352 | 0.0002 | nan | nan |
| 2459835 | dish_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.925102 | -1.482587 | 2.306851 | 0.223595 | -0.227525 | 0.101783 | 0.686768 | -0.000775 | 0.0387 | 0.0353 | -0.0000 | nan | nan |
| 2459833 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 3.184579 | -0.068105 | 14.319428 | 14.984264 | 1.506532 | 5.043417 | 3.472562 | 3.462329 | 0.0364 | 0.0308 | 0.0009 | nan | nan |
| 2459832 | dish_maintenance | 100.00% | 0.00% | 94.09% | 0.00% | 100.00% | 0.00% | 11.461243 | 2.978659 | 0.852198 | 7.615543 | 1.993560 | 1.006801 | 3.343714 | -0.500974 | 0.6342 | 0.3310 | 0.5301 | 0.000000 | 0.000000 |
| 2459831 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.507752 | 0.024202 | 70.150922 | 67.430778 | 3.026718 | 2.324012 | 2.054346 | -1.484222 | 0.0394 | 0.0318 | 0.0010 | nan | nan |
| 2459830 | dish_maintenance | 100.00% | 0.00% | 94.09% | 0.00% | 100.00% | 0.00% | 10.173917 | 3.845136 | 1.288378 | 10.766055 | 11.243713 | 10.026061 | 5.707899 | -1.522212 | 0.6382 | 0.3306 | 0.5253 | 0.000000 | 0.000000 |
| 2459829 | dish_maintenance | 100.00% | 25.24% | 23.09% | 0.00% | 100.00% | 0.00% | 11.871114 | 2.530220 | 0.106822 | 10.847892 | 9.982580 | 8.558435 | 7.882280 | 1.674087 | 0.5277 | 0.4819 | 0.3982 | 0.000000 | 0.000000 |
| 2459828 | dish_maintenance | 100.00% | 0.00% | 96.77% | 0.00% | 100.00% | 0.00% | 5.100178 | 4.652993 | -0.191346 | 8.520233 | 5.363255 | 8.702441 | 5.676131 | 2.286702 | 0.6496 | 0.3347 | 0.5168 | 0.000000 | 0.000000 |
| 2459827 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.852665 | 1.875901 | -0.051541 | 13.030285 | 8.231309 | 39.621093 | -0.148397 | 7.029477 | 0.0850 | 0.0854 | 0.0339 | 0.000000 | 0.000000 |
| 2459826 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 5.316068 | 4.275046 | 0.032006 | 11.577389 | 7.121148 | 10.172190 | 7.090754 | -0.852340 | 0.0917 | 0.0739 | 0.0418 | 0.000000 | 0.000000 |
| 2459825 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 5.819835 | 4.330907 | -0.108748 | 8.640041 | 4.329807 | 5.283253 | -0.177247 | -0.659704 | 0.0837 | 0.0705 | 0.0386 | 0.000000 | 0.000000 |
| 2459824 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.240755 | 0.350170 | 0.463809 | 11.391008 | 2.478656 | 1.369821 | 1.338762 | -0.078329 | 0.0792 | 0.0928 | 0.0329 | 0.000000 | 0.000000 |
| 2459823 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.299714 | 6.652733 | 0.637278 | 10.282890 | 4.232627 | 12.232111 | 2.671227 | 1.172054 | 0.0871 | 0.0783 | 0.0408 | 0.000000 | 0.000000 |
| 2459822 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.793476 | 5.700573 | 0.156849 | 10.859564 | 3.023169 | 8.612248 | 0.189417 | -0.780880 | 0.0940 | 0.0704 | 0.0410 | 0.000000 | 0.000000 |
| 2459821 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.829118 | 7.409733 | 0.149302 | 11.063250 | 1.600177 | 7.414333 | -0.524969 | -0.131289 | 0.0710 | 0.0596 | 0.0285 | 0.000000 | 0.000000 |
| 2459820 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.419538 | 3.010817 | -0.465074 | 12.731813 | 17.928471 | 18.954393 | 3.719587 | 0.053076 | 0.0863 | 0.0839 | 0.0361 | 0.000000 | 0.000000 |
| 2459817 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.505800 | 6.849512 | 0.459609 | 9.108583 | 2.389073 | 11.692417 | 0.303364 | -0.190292 | 0.0986 | 0.0772 | 0.0390 | 0.000000 | 0.000000 |
| 2459816 | dish_maintenance | 100.00% | 0.00% | 28.30% | 0.00% | 100.00% | 0.00% | 4.397947 | 3.387759 | -0.096782 | 11.828705 | 8.697238 | 15.479641 | 4.183134 | -1.004329 | 0.7344 | 0.4178 | 0.5975 | 0.000000 | 0.000000 |
| 2459815 | dish_maintenance | 100.00% | 0.00% | 64.52% | 0.00% | 100.00% | 0.00% | 2.427937 | 5.908735 | 1.159980 | 9.653368 | 5.457638 | 15.128737 | 3.514852 | -0.787395 | 0.5914 | 0.3698 | 0.4471 | 0.000000 | 0.000000 |
| 2459814 | dish_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.558036 | 0.728264 | 2.558036 | -1.309576 | -1.237212 | -0.563650 | -1.225451 | 0.562512 | 1.547889 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.762794 | 0.775876 | 2.762794 | -1.393451 | -1.063462 | -1.344497 | -1.807022 | 0.152353 | 1.224654 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.406309 | 0.728282 | 2.406309 | -1.325169 | -1.118596 | -0.942409 | -1.175038 | -0.193788 | 1.630026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.313630 | 0.649246 | 2.313630 | -1.475676 | -1.123741 | -1.408807 | -1.652246 | 0.183387 | 2.083320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.881996 | 2.881996 | 0.718863 | -1.194548 | -1.195240 | -1.588464 | -0.813979 | 0.974414 | 0.525347 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.667372 | 2.667372 | 0.685188 | -1.068135 | -1.657688 | -1.125160 | -1.032807 | 1.646248 | 0.391180 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.089181 | 2.089181 | -0.051184 | -1.049647 | -1.638048 | -0.649941 | -0.162879 | 1.025715 | 0.209652 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Temporal Discontinuties | 4.657455 | 0.633224 | 2.321073 | -1.675349 | -1.158046 | -0.370941 | -1.454584 | 0.300216 | 4.657455 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.394912 | 0.669869 | 2.394912 | -1.484711 | -1.312588 | -0.823809 | -0.969156 | 1.210276 | 1.085081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 1.718816 | 0.123794 | 1.718816 | -1.346863 | -1.229280 | -1.417033 | -2.009735 | 1.280436 | 0.661282 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Temporal Discontinuties | 3.328863 | 2.258349 | 0.850583 | -1.405610 | -1.205640 | 0.391572 | -0.782689 | 3.328863 | 0.652875 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 3.007664 | 0.961078 | 3.007664 | -1.483734 | -1.230161 | -1.555240 | -0.434963 | 1.498368 | 1.817664 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.443425 | 2.443425 | 0.471727 | -1.197136 | -1.620098 | -1.219771 | -1.182387 | 1.878982 | 0.971862 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.429613 | 0.480679 | 2.429613 | -1.654856 | -1.423419 | -1.091273 | -1.578015 | 1.384740 | 2.319534 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Temporal Discontinuties | 2.552862 | 2.171341 | 0.678820 | -1.489338 | -1.549460 | -0.564700 | -1.250623 | 2.552862 | 0.527051 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.732142 | 0.713750 | 2.732142 | -1.622137 | -1.488887 | -1.294296 | -0.798871 | 0.417105 | 0.623887 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.808877 | 2.808877 | 0.999475 | -1.595635 | -1.566609 | -1.791290 | -1.179028 | 1.607995 | -0.098987 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.154553 | 0.580475 | 2.154553 | -1.482740 | -1.429635 | -0.701256 | -1.238493 | 0.348468 | 0.606701 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.509580 | 0.643245 | 2.509580 | -2.169198 | -1.353553 | -1.032374 | -1.991329 | 1.074878 | 0.886086 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 37.474999 | 2.158854 | 1.205934 | -1.243843 | -1.486685 | 0.223198 | 37.474999 | 1.515750 | -0.118940 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 13.999413 | 3.046334 | 5.751149 | 13.999413 | 5.022635 | 2.881514 | 1.857985 | 2.640259 | 3.682146 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.565277 | 0.400295 | 2.565277 | -1.498557 | -1.430055 | -1.427619 | -0.667635 | 0.623755 | 0.795450 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 12.329893 | 2.430433 | 4.698343 | 12.329893 | 3.939350 | 1.668161 | 0.629010 | 3.527595 | 3.043695 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 13.697407 | 4.054913 | 8.489885 | 13.697407 | 4.512771 | 1.610963 | 1.720660 | 2.120604 | 2.556797 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 15.992309 | 2.139987 | 4.578184 | 15.992309 | 4.866610 | 6.759337 | 3.617760 | 4.973161 | 6.132228 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 12.987235 | 2.589771 | 5.233564 | 12.987235 | 3.883618 | 2.041605 | 0.678143 | 2.105667 | 1.502418 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Temporal Discontinuties | 3.007819 | 0.398620 | 1.756200 | -2.260171 | -1.045776 | -0.661567 | -1.208088 | 0.389747 | 3.007819 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 16.438871 | 2.218068 | 4.798697 | 16.438871 | 5.161746 | 2.091436 | 1.351049 | 3.960304 | 4.613082 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 10.760333 | 5.388220 | 2.644165 | 3.908592 | 10.760333 | 6.634757 | 7.701209 | 3.311090 | 0.264263 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 14.981899 | 5.574959 | 2.552919 | 5.381128 | 14.981899 | 2.185118 | 2.423077 | 0.982979 | 0.502521 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 7.873814 | 7.873814 | 3.804892 | 2.392434 | 7.123342 | 4.728315 | 3.599046 | 3.944882 | 0.215768 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 9.860950 | 6.573315 | 3.042091 | 3.216324 | 9.860950 | 1.131878 | 1.376738 | 1.152302 | 0.532835 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 13.777097 | 2.345930 | 5.263380 | 13.777097 | 5.090433 | 5.360007 | 4.478874 | -0.106941 | 2.351716 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 14.644435 | 1.766635 | 4.982369 | 14.644435 | -0.055648 | 3.905559 | 5.104273 | -0.003507 | 0.792050 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 10.096990 | 9.040975 | 3.262721 | -0.118539 | 10.096990 | 3.618297 | 3.980629 | 8.703384 | 5.189046 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 10.366872 | 7.186001 | 1.810595 | -0.227490 | 10.366872 | 4.021876 | 2.873590 | 5.312867 | 2.824617 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 15.960139 | 8.683998 | 3.671197 | -0.075784 | 15.960139 | 2.884916 | 5.096820 | 3.345117 | 0.688410 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 11.977313 | 5.739857 | 2.490633 | -0.268071 | 11.977313 | 1.717728 | 2.171255 | 2.205406 | -0.050447 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 11.306568 | 2.715564 | 6.613378 | 11.306568 | -0.103083 | 2.983438 | 2.154465 | 2.429664 | 3.730647 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 14.736230 | 10.185603 | 4.935607 | 1.320811 | 14.736230 | 5.010393 | 4.351718 | 5.073333 | 1.690711 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 10.458485 | 3.821043 | 10.458485 | 7.794076 | -0.338406 | 2.250181 | 2.623215 | 2.623802 | 4.725615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 5.807950 | 5.807950 | 1.560559 | -0.762252 | -1.320688 | -0.289019 | -0.495841 | 2.037888 | 0.603927 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 9.737522 | 5.471545 | 1.659211 | 0.450727 | 9.737522 | 2.695272 | 2.761604 | 0.688730 | -0.261216 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 3.897303 | 0.609785 | 3.897303 | -2.469915 | -0.580043 | -1.514444 | -0.741886 | -0.170691 | 2.810725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 7.920661 | 3.966490 | 0.424429 | -0.117109 | 7.920661 | 4.810600 | 3.987412 | 1.307356 | -0.368316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.813050 | 2.813050 | 0.106839 | -0.602585 | -2.360899 | -1.064950 | -1.125682 | 0.293851 | 0.303342 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 3.393991 | 0.188411 | 3.393991 | -2.874156 | -0.627256 | -0.773568 | -1.391042 | 1.232434 | 1.554590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 2.451640 | -0.236770 | 2.451640 | 1.317489 | 1.153830 | -0.890291 | -0.346523 | -1.799134 | 1.901898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 7.534231 | 5.201647 | 1.108567 | 0.119594 | 7.534231 | 1.413406 | 1.362055 | 2.076974 | 0.171593 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 8.280333 | 1.083114 | 6.277307 | 8.280333 | 0.165407 | -0.147976 | -0.197268 | 0.605727 | 1.753339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 7.536678 | 1.291746 | 7.536678 | 7.274552 | -0.090174 | 0.755819 | 1.541608 | 1.794164 | 4.491229 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 9.736486 | 0.860111 | 5.559429 | 9.736486 | -0.080028 | 2.483952 | 2.931453 | 1.825083 | 2.779092 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 9.403986 | 4.653546 | 3.124810 | 0.219011 | 9.403986 | 3.411827 | 4.709931 | 1.603246 | 5.981495 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 12.257412 | 4.030140 | 3.569396 | 0.749361 | 10.433029 | 8.325549 | 12.257412 | 5.708977 | 11.160351 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 9.165113 | 5.128054 | 1.883238 | 0.343275 | 9.165113 | 2.548827 | 5.424563 | 4.030790 | 5.961941 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 19.363697 | 5.769517 | 0.710119 | 1.693858 | 19.363697 | 1.540195 | 1.392605 | 4.022727 | 2.295937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 13.810246 | 0.853095 | 6.531659 | 13.810246 | 0.315463 | 2.924691 | 5.261527 | 0.222162 | 0.936320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 12.736333 | 1.302094 | 7.953905 | 12.736333 | 0.286582 | 3.464245 | 8.591623 | -0.106221 | 0.509908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 18.841711 | 1.175854 | 8.002774 | 18.841711 | 0.322537 | 2.343396 | 3.243953 | -0.096216 | 1.064040 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 56.233835 | 7.050764 | 1.021327 | 56.002381 | 56.233835 | 1.176334 | 3.409620 | 2.433739 | -1.507103 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Temporal Variability | 29.808056 | 0.996860 | 9.934918 | 7.719663 | -0.576926 | 3.498198 | 29.808056 | 0.532915 | 0.280083 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 4.411310 | 4.411310 | -0.364662 | 0.564483 | -3.180530 | -1.505435 | -0.706134 | 0.093529 | 0.238330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 36.335867 | 7.513656 | 0.906337 | 35.939920 | 36.335867 | 1.814056 | 0.381349 | 3.139701 | 0.020297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Discontinuties | 529.662788 | 72.541876 | 98.038753 | 6.564700 | 5.767279 | 237.203056 | 277.714230 | 480.120707 | 529.662788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Discontinuties | 737.858765 | 22.097368 | 18.375459 | 8.332131 | 9.700865 | 105.779470 | 86.933196 | 737.858765 | 591.308330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Temporal Variability | 9.318512 | 0.804850 | 8.171506 | 9.181611 | -0.511491 | 6.383114 | 9.318512 | 0.919247 | 3.045794 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Power | 2.306851 | -1.482587 | 1.925102 | 0.223595 | 2.306851 | 0.101783 | -0.227525 | -0.000775 | 0.686768 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 14.984264 | -0.068105 | 3.184579 | 14.984264 | 14.319428 | 5.043417 | 1.506532 | 3.462329 | 3.472562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 11.461243 | 11.461243 | 2.978659 | 0.852198 | 7.615543 | 1.993560 | 1.006801 | 3.343714 | -0.500974 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Power | 70.150922 | 1.507752 | 0.024202 | 70.150922 | 67.430778 | 3.026718 | 2.324012 | 2.054346 | -1.484222 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Temporal Variability | 11.243713 | 10.173917 | 3.845136 | 1.288378 | 10.766055 | 11.243713 | 10.026061 | 5.707899 | -1.522212 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | ee Shape | 11.871114 | 2.530220 | 11.871114 | 10.847892 | 0.106822 | 8.558435 | 9.982580 | 1.674087 | 7.882280 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 8.702441 | 4.652993 | 5.100178 | 8.520233 | -0.191346 | 8.702441 | 5.363255 | 2.286702 | 5.676131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 39.621093 | 7.852665 | 1.875901 | -0.051541 | 13.030285 | 8.231309 | 39.621093 | -0.148397 | 7.029477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 11.577389 | 4.275046 | 5.316068 | 11.577389 | 0.032006 | 10.172190 | 7.121148 | -0.852340 | 7.090754 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 8.640041 | 4.330907 | 5.819835 | 8.640041 | -0.108748 | 5.283253 | 4.329807 | -0.659704 | -0.177247 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 11.391008 | 6.240755 | 0.350170 | 0.463809 | 11.391008 | 2.478656 | 1.369821 | 1.338762 | -0.078329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 12.232111 | 6.652733 | 2.299714 | 10.282890 | 0.637278 | 12.232111 | 4.232627 | 1.172054 | 2.671227 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 10.859564 | 4.793476 | 5.700573 | 0.156849 | 10.859564 | 3.023169 | 8.612248 | 0.189417 | -0.780880 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Power | 11.063250 | 7.409733 | 4.829118 | 11.063250 | 0.149302 | 7.414333 | 1.600177 | -0.131289 | -0.524969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 18.954393 | 6.419538 | 3.010817 | -0.465074 | 12.731813 | 17.928471 | 18.954393 | 3.719587 | 0.053076 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 11.692417 | 2.505800 | 6.849512 | 0.459609 | 9.108583 | 2.389073 | 11.692417 | 0.303364 | -0.190292 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 15.479641 | 3.387759 | 4.397947 | 11.828705 | -0.096782 | 15.479641 | 8.697238 | -1.004329 | 4.183134 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Temporal Variability | 15.128737 | 5.908735 | 2.427937 | 9.653368 | 1.159980 | 15.128737 | 5.457638 | -0.787395 | 3.514852 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 333 | N12 | dish_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |